This file was last updated 20190301 by Philip Espinola Coombs

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GENERAL INFORMATION
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This readme describes the Data collection of files:

	1. Data_AssessmentMatrix.csv

Presents data gathered from the assessment. Shows the presence or absence of learning objectives for each of the assessed workshops.

	2. Data_CompetencyCoveragebyWorkshop.csv 

Shows the number of learning objectives in each competency area, and the percentage of learning objectives in each competency area, which are covered in each workshop.

	3. Data_CompetencyAreaCoverage.csv  

Includes a table showing the number and percentage of learning objectives covered at least once in any workshop.


These individual CSVs are also provided within a single XLSX file, named Data_DMS_Workshop_Assessment.xlsx

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DATA-SPECIFIC INFORMATION FOR: Data_AssessmentMatrix.csv

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Variable		Description

CompetencyArea		Group of skills
Domain			Scope of data management
Level			Level of complexity
Identifier		String of alphanumeric characters which identify the learning objective

Each workshop has its own column. Workshop titles follow the convention: <Short title of workshop>_v<YYYYMMDD of when workshop was last given>

0 = learning objective not covered in workshop
1 = learning objective covered in workshop

Workshops

Short title		Full title

DM101			Data Management: 101
FileOrg			File Organization
VersionControl		Version Control
DataSharing		Strategies for Data Sharing & Storage 
Metadata		Using Metadata to Find, Interpret, & Share Your Data 
DMP			Data Management Plans & the DMP Tool 
DMpostdocs		Data Management for Postdocs and Research Scientists
QD			Quick and Dirty Data Management 
Code			Managing Your Research Code

Identifiers

Example: MET-P-1-B	
	
	Identifiers are composed of:
	
	MET 	Three letter code corresponding to the competency area (Metadata)
	P	Letter corresponding to the domain (Personal)
	1	Number corresponding to the high-level objective
	B	Letter corresponding to the level (Basic)


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DATA-SPECIFIC INFORMATION FOR: Data_CompetencyCoveragebyWorkshop.csv

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Variable					Description

Competency Area					Group of skills
Total Learning Objectives			Number of learning objectives in the competency area

Each workshop has two columns of data:

Objectives Covered				Number of learning objectives in the competency area which are covered in the workshop
Percentage of Learning Objectives Covered	Percentage of learning objectives in the competency area which are covered in the workshop

Workshops

Short title		Full title

DM101			Data Management: 101
FileOrg			File Organization
VersionControl		Version Control
DataSharing		Strategies for Data Sharing & Storage 
Metadata		Using Metadata to Find, Interpret, & Share Your Data 
DMP			Data Management Plans & the DMP Tool 
DMpostdocs		Data Management for Postdocs and Research Scientists
QD			Quick and Dirty Data Management 
Code			Managing Your Research Code


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DATA-SPECIFIC INFORMATION FOR: Data_CompetencyAreaCoverage.csv

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Variable				Description

Competency Area				Group of skills
Total LO				Number of learning objectives in the competency area
LO Covered at Least Once		Number of learning objectives in the competency area which are covered at least once in at least one workshop
Percentage of LO Covered		Percentage of learning objectives in the competency area which are covered at least once in at least one workshop
